highly significantP < .001
HDLC and TG showed the most robust associations, remaining highly significant across all models (HDLC Q4 OR = 0.15, TG Q4 OR = 5.53 in Model 3, both P < .001), indicating independence from demographic, lifestyle, and metabolic confounders.